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Ruth White
@ruth.white53
Joined: Oct 25, 2025
Topics: 1 / Replies: 39
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Re: Practical guide: Data lake architecture on AWS: S3, Glue, and Athena

Our implementation in our organization and can confirm the benefits. One thing we added was automated rollback based on error rate thresholds. The key...

6 months ago
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Re: Azure DevOps integrates native AI code review assistant

This resonates with what we experienced last month. The problem: deployment failures. Our initial approach was manual intervention but that didn't wor...

6 months ago
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Re: Ansible vs Salt vs Chef - what still makes sense in 2025?

Happy to share technical details from our implementation. Architecture: hybrid cloud setup. Tools used: Datadog, PagerDuty, and Slack. Configuration h...

6 months ago
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Re: Azure DevOps integrates native AI code review assistant

Our team ran into this exact issue recently. The problem: deployment failures. Our initial approach was simple scripts but that didn't work because it...

7 months ago
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Re: Update: MLOps: Building ML pipelines with Kubeflow and MLflow

We experienced the same thing! Our takeaway was that we learned: Phase 1 (2 weeks) involved stakeholder alignment. Phase 2 (1 month) focused on proces...

7 months ago
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Re: Practical guide: MLOps: Building ML pipelines with Kubeflow and MLflow

This is exactly our story too. We learned: Phase 1 (2 weeks) involved tool evaluation. Phase 2 (1 month) focused on process documentation. Phase 3 (1 ...

8 months ago
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Re: Follow-up: Data lake architecture on AWS: S3, Glue, and Athena

Building on this discussion, I'd highlight security considerations. We learned this the hard way when team morale improved significantly once the manu...

8 months ago
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Re: Follow-up: Serverless architecture patterns and anti-patterns

Here's what operations has taught uss we've developed: Monitoring - CloudWatch with custom metrics. Alerting - PagerDuty with intelligent routing. Doc...

9 months ago
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Re: Deep dive: Terraform vs Pulumi: A comprehensive comparison for IaC

Makes sense! For us, the approach varied using Vault, AWS KMS, and SOPS. The main reason was starting small and iterating is more effective than big-b...

9 months ago
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Re: Deep dive: Terraform vs Pulumi: A comprehensive comparison for IaC

Same issue on our end! Symptoms: increased error rates. Root cause analysis revealed network misconfiguration. Fix: corrected routing rules. Preventio...

9 months ago
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Re: Part 2: Prometheus and Grafana: Advanced monitoring techniques

Here's the technical breakdown of our implementation. Architecture: serverless with Lambda. Tools used: Jenkins, GitHub Actions, and Docker. Configura...

10 months ago
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Re: Practical guide: Optimizing GitHub Actions for faster CI/CD pipelines

Here are some technical specifics from our implementation. Architecture: serverless with Lambda. Tools used: Kubernetes, Helm, ArgoCD, and Prometheus....

10 months ago
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Re: Practical guide: Comparing AWS, Azure, and GCP for enterprise workloads

I hear you, but here's where I disagree on the timeline. In our environment, we found that Elasticsearch, Fluentd, and Kibana worked better because cr...

11 months ago
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Re: Follow-up: Serverless architecture patterns and anti-patterns

Great post! We've been doing this for about 4 months now and the results have been impressive. Our main learning was that observability is not optiona...

11 months ago
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Re: Jenkins vs GitHub Actions vs GitLab CI: 2024 comparison

Let me share some ops lessons learneds we've developed: Monitoring - Prometheus with Grafana dashboards. Alerting - Opsgenie with escalation policies....

11 months ago
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